{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "LSTM_GoogleStocks.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyMBAVll588S4BkUTAM+K0Ml",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Divyanshu-ISM/Machine-Learning-Deep-Learning/blob/main/LSTM_GoogleStocks.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Su3_wa7-JeTm"
      },
      "source": [
        "# Multi-Variate Time Series Forecasts to predict Google's Stock Prices. \r\n",
        "\r\n",
        "> Divyanshu Vyas | Oil and Gas Data Science / Machine Learning"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zOuzrpPgkP6q"
      },
      "source": [
        "import numpy as np\r\n",
        "import pandas as pd\r\n",
        "import matplotlib.pyplot as plt\r\n",
        "from sklearn.preprocessing import MinMaxScaler"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 225
        },
        "id": "4AnxCRu3lJzw",
        "outputId": "4ec3bb93-9399-4a3f-fb60-a9d6a414b291"
      },
      "source": [
        "df = pd.read_csv('/content/Google_Stock_Price_Train.csv',index_col=0,parse_dates=True)\r\n",
        "\r\n",
        "df.head()"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Volume</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2012-01-03</th>\n",
              "      <td>325.25</td>\n",
              "      <td>332.83</td>\n",
              "      <td>324.97</td>\n",
              "      <td>663.59</td>\n",
              "      <td>7,380,500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-01-04</th>\n",
              "      <td>331.27</td>\n",
              "      <td>333.87</td>\n",
              "      <td>329.08</td>\n",
              "      <td>666.45</td>\n",
              "      <td>5,749,400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-01-05</th>\n",
              "      <td>329.83</td>\n",
              "      <td>330.75</td>\n",
              "      <td>326.89</td>\n",
              "      <td>657.21</td>\n",
              "      <td>6,590,300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-01-06</th>\n",
              "      <td>328.34</td>\n",
              "      <td>328.77</td>\n",
              "      <td>323.68</td>\n",
              "      <td>648.24</td>\n",
              "      <td>5,405,900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-01-09</th>\n",
              "      <td>322.04</td>\n",
              "      <td>322.29</td>\n",
              "      <td>309.46</td>\n",
              "      <td>620.76</td>\n",
              "      <td>11,688,800</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "              Open    High     Low   Close      Volume\n",
              "Date                                                  \n",
              "2012-01-03  325.25  332.83  324.97  663.59   7,380,500\n",
              "2012-01-04  331.27  333.87  329.08  666.45   5,749,400\n",
              "2012-01-05  329.83  330.75  326.89  657.21   6,590,300\n",
              "2012-01-06  328.34  328.77  323.68  648.24   5,405,900\n",
              "2012-01-09  322.04  322.29  309.46  620.76  11,688,800"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BRUnoKWHm7FM",
        "outputId": "34cdfa83-f832-43f4-f4ee-0ec3a2ce7187"
      },
      "source": [
        "df.shape"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(1258, 5)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 640
        },
        "id": "i3v0yJRpo3vp",
        "outputId": "ab67406e-50b3-41b3-e491-c3d914ae1212"
      },
      "source": [
        "plt.style.use('default')\r\n",
        "df.plot(figsize=(12,8),subplots=True,grid=True);"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1200x800 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JTodt7cMo-Le",
        "outputId": "82b59bcf-da1c-43a1-e510-7c8a1c29b224"
      },
      "source": [
        "df.info()"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "DatetimeIndex: 1258 entries, 2012-01-03 to 2016-12-30\n",
            "Data columns (total 5 columns):\n",
            " #   Column  Non-Null Count  Dtype  \n",
            "---  ------  --------------  -----  \n",
            " 0   Open    1258 non-null   float64\n",
            " 1   High    1258 non-null   float64\n",
            " 2   Low     1258 non-null   float64\n",
            " 3   Close   1258 non-null   object \n",
            " 4   Volume  1258 non-null   object \n",
            "dtypes: float64(3), object(2)\n",
            "memory usage: 59.0+ KB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZAoxukuQpizx"
      },
      "source": [
        "def turn_numeric(x):\r\n",
        "\r\n",
        "  y = str(x).replace(',','')\r\n",
        "\r\n",
        "  z = pd.to_numeric(y)\r\n",
        "\r\n",
        "  return z\r\n"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yZXB-aLxqIeg"
      },
      "source": [
        "V = df['Volume'].apply(turn_numeric)"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sdZQ63I_qLW8"
      },
      "source": [
        "df['Volume'] = V"
      ],
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "prPVLAZdqyWQ"
      },
      "source": [
        "C = df['Close'].apply(turn_numeric)\r\n",
        "\r\n",
        "df['Close'] = C"
      ],
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5CUcbj06q3lp",
        "outputId": "9c080ee8-ccd2-4c9c-e7b7-1c33e00a625f"
      },
      "source": [
        "df.info()"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "DatetimeIndex: 1258 entries, 2012-01-03 to 2016-12-30\n",
            "Data columns (total 5 columns):\n",
            " #   Column  Non-Null Count  Dtype  \n",
            "---  ------  --------------  -----  \n",
            " 0   Open    1258 non-null   float64\n",
            " 1   High    1258 non-null   float64\n",
            " 2   Low     1258 non-null   float64\n",
            " 3   Close   1258 non-null   float64\n",
            " 4   Volume  1258 non-null   int64  \n",
            "dtypes: float64(4), int64(1)\n",
            "memory usage: 59.0 KB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 640
        },
        "id": "Dk-_DIp1rQiU",
        "outputId": "130176f9-ff57-49d8-eede-a8b4a38af1df"
      },
      "source": [
        "plt.style.use('default')\r\n",
        "df.plot(figsize=(12,8),subplots=True,grid=True);"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1200x800 with 5 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "62GJwLBlrUPS"
      },
      "source": [
        "input_cols = ['High','Low','Close','Volume']\r\n",
        "output_cols = ['Open']"
      ],
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "behhBbuirt-p"
      },
      "source": [
        "#Since this is the training Dataset itself.\r\n",
        "#but still to make terminology consistent.\r\n",
        "df_train = df.copy()"
      ],
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2PNrNHaIsYgf"
      },
      "source": [
        "So, We want to use the 60 Days Input and Predict the output of 60th Day."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wS8aEgCotT3c"
      },
      "source": [
        "First, Scaling the Dataset."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IbC0aK7csO1X"
      },
      "source": [
        "scaler = MinMaxScaler()\r\n",
        "\r\n",
        "df_train_scaled = scaler.fit_transform(df_train)"
      ],
      "execution_count": 18,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xPbnQDqZtkh5"
      },
      "source": [
        "df_train_scaled = pd.DataFrame(data=df_train_scaled,\r\n",
        "                               columns=df_train.columns)"
      ],
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 385
        },
        "id": "PQzhCEDotmnx",
        "outputId": "cf8199f4-bcfa-41bb-f274-6f8ccf15f519"
      },
      "source": [
        "df_train_scaled.iloc[:,1:].plot(figsize=(12,4),grid=True)"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f835159dac8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 20
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1200x400 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 385
        },
        "id": "Ta8g0zA1t4p_",
        "outputId": "91ee3f25-83ba-4f2f-fc8e-519362b2d1ad"
      },
      "source": [
        "df_train_scaled.iloc[:,0].plot(figsize=(12,4),grid=True)"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f83516050f0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1200x400 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cu1fADFNv6hC"
      },
      "source": [
        "Creating Training Batches.\r\n",
        "\r\n",
        "> Plan is to use 60 days of Input and predict 60th Day of output(y). \r\n",
        "\r\n",
        "> 60 days is called 'look-up' time/period here."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "L141V_e1uW59"
      },
      "source": [
        "def batcher(look_up_time_steps,df_train):\r\n",
        "\r\n",
        "  l = look_up_time_steps\r\n",
        "\r\n",
        "  X = df_train.iloc[:,1:]\r\n",
        "  y = df_train.iloc[:,0]\r\n",
        "\r\n",
        "  X_train = []\r\n",
        "  y_train = []\r\n",
        "\r\n",
        "  for i in range(l,len(df_train)):\r\n",
        "\r\n",
        "    batchX = X.iloc[i-l:i,:]\r\n",
        "    X_train.append(batchX)\r\n",
        "\r\n",
        "    batchY = y.iloc[i]\r\n",
        "    y_train.append(batchY)\r\n",
        "\r\n",
        "  X_train = np.array(X_train)\r\n",
        "  y_train = np.array(y_train)\r\n",
        "\r\n",
        "  return X_train,y_train\r\n",
        "\r\n"
      ],
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vaSUXrI4xO3l"
      },
      "source": [
        "X_train , y_train = batcher(10,df_train_scaled)"
      ],
      "execution_count": 32,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iFbN351r8iUP"
      },
      "source": [
        ""
      ],
      "execution_count": 53,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "k1Ha_mLzxVMA",
        "outputId": "b7fccca4-f0dd-4122-fb9f-7e8caf8e0c5d"
      },
      "source": [
        "X_train.shape"
      ],
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(1248, 10, 4)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "eG5KH9FzxYfo",
        "outputId": "5a0f7997-f3ab-4751-f6cc-c65cb0d047c5"
      },
      "source": [
        "y_train.shape"
      ],
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(1248,)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BcLrQ9B00egV"
      },
      "source": [
        "You can imagine the input as a cube/cuboid. (3-Dimensional). \r\n",
        "\r\n",
        "1. z = 1248 = No. of Slices/Layers of the cube.\r\n",
        "2. y = 10 = Look_up_period. \r\n",
        "3. x = 4 = No. of input features. \r\n",
        "\r\n",
        "So, the input array shape is - X_train.shape ==> (z,y,x)."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZXTD3P26xcCn"
      },
      "source": [
        "from tensorflow.keras import Sequential\r\n",
        "from tensorflow.keras.layers import Dense,LSTM,Dropout"
      ],
      "execution_count": 35,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-KE_gUmG1asu"
      },
      "source": [
        "num_features = 4\r\n",
        "window_length = 10\r\n",
        "\r\n",
        "y = window_length\r\n",
        "x = num_features"
      ],
      "execution_count": 36,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "F9cxWn5t0Kc-",
        "outputId": "43cb3e21-daaa-4a5c-a6d1-41122438ce0a"
      },
      "source": [
        "regressor = Sequential()\r\n",
        "\r\n",
        "regressor.add(LSTM(100,activation='relu',input_shape=(y,x),return_sequences=True))\r\n",
        "regressor.add(Dropout(0.2))\r\n",
        "\r\n",
        "regressor.add(LSTM(80,activation='relu',return_sequences=True))\r\n",
        "regressor.add(Dropout(0.2))\r\n",
        "\r\n",
        "regressor.add(LSTM(20,activation='relu',return_sequences=False))\r\n",
        "regressor.add(Dropout(0.10))\r\n",
        "\r\n",
        "regressor.add(Dense(1))"
      ],
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:Layer lstm_6 will not use cuDNN kernel since it doesn't meet the cuDNN kernel criteria. It will use generic GPU kernel as fallback when running on GPU\n",
            "WARNING:tensorflow:Layer lstm_7 will not use cuDNN kernel since it doesn't meet the cuDNN kernel criteria. It will use generic GPU kernel as fallback when running on GPU\n",
            "WARNING:tensorflow:Layer lstm_8 will not use cuDNN kernel since it doesn't meet the cuDNN kernel criteria. It will use generic GPU kernel as fallback when running on GPU\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8Vlfa3QP0WsT",
        "outputId": "246d7709-ccab-4fa1-8502-ba55d16b0926"
      },
      "source": [
        "regressor.summary()"
      ],
      "execution_count": 55,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential_2\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "lstm_6 (LSTM)                (None, 10, 100)           42000     \n",
            "_________________________________________________________________\n",
            "dropout_6 (Dropout)          (None, 10, 100)           0         \n",
            "_________________________________________________________________\n",
            "lstm_7 (LSTM)                (None, 10, 80)            57920     \n",
            "_________________________________________________________________\n",
            "dropout_7 (Dropout)          (None, 10, 80)            0         \n",
            "_________________________________________________________________\n",
            "lstm_8 (LSTM)                (None, 20)                8080      \n",
            "_________________________________________________________________\n",
            "dropout_8 (Dropout)          (None, 20)                0         \n",
            "_________________________________________________________________\n",
            "dense_2 (Dense)              (None, 1)                 21        \n",
            "=================================================================\n",
            "Total params: 108,021\n",
            "Trainable params: 108,021\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5FV04g5q22Ud"
      },
      "source": [
        "Compile the Model."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "or86a6f12xQt"
      },
      "source": [
        "regressor.compile(optimizer='adam',loss='mse')"
      ],
      "execution_count": 56,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "f82VzoFY29C-"
      },
      "source": [
        "TRAINING/FITTING."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BPwpvIQJ28G3",
        "outputId": "68be61ee-a1c6-4c99-cf31-4b3334a000e6"
      },
      "source": [
        "regressor.fit(X_train,y_train,epochs=100,batch_size=32)"
      ],
      "execution_count": 57,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/100\n",
            "39/39 [==============================] - 3s 19ms/step - loss: 0.1588\n",
            "Epoch 2/100\n",
            "39/39 [==============================] - 1s 20ms/step - loss: 0.0087\n",
            "Epoch 3/100\n",
            "39/39 [==============================] - 1s 20ms/step - loss: 0.0076\n",
            "Epoch 4/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0059\n",
            "Epoch 5/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0065\n",
            "Epoch 6/100\n",
            "39/39 [==============================] - 1s 21ms/step - loss: 0.0057\n",
            "Epoch 7/100\n",
            "39/39 [==============================] - 1s 23ms/step - loss: 0.0057\n",
            "Epoch 8/100\n",
            "39/39 [==============================] - 1s 24ms/step - loss: 0.0063\n",
            "Epoch 9/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0050\n",
            "Epoch 10/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0045\n",
            "Epoch 11/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0046\n",
            "Epoch 12/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0047\n",
            "Epoch 13/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0050\n",
            "Epoch 14/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0047\n",
            "Epoch 15/100\n",
            "39/39 [==============================] - 1s 22ms/step - loss: 0.0047\n",
            "Epoch 16/100\n",
            "39/39 [==============================] - 1s 20ms/step - loss: 0.0038\n",
            "Epoch 17/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0049\n",
            "Epoch 18/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0042\n",
            "Epoch 19/100\n",
            "39/39 [==============================] - 1s 20ms/step - loss: 0.0042\n",
            "Epoch 20/100\n",
            "39/39 [==============================] - 1s 19ms/step - loss: 0.0046\n",
            "Epoch 21/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0045\n",
            "Epoch 22/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0042\n",
            "Epoch 23/100\n",
            "39/39 [==============================] - 1s 19ms/step - loss: 0.0042\n",
            "Epoch 24/100\n",
            "39/39 [==============================] - 1s 24ms/step - loss: 0.0042\n",
            "Epoch 25/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0036\n",
            "Epoch 26/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0043\n",
            "Epoch 27/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0034\n",
            "Epoch 28/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0042\n",
            "Epoch 29/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0033\n",
            "Epoch 30/100\n",
            "39/39 [==============================] - 1s 21ms/step - loss: 0.0038\n",
            "Epoch 31/100\n",
            "39/39 [==============================] - 1s 21ms/step - loss: 0.0040\n",
            "Epoch 32/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0038\n",
            "Epoch 33/100\n",
            "39/39 [==============================] - 1s 19ms/step - loss: 0.0039\n",
            "Epoch 34/100\n",
            "39/39 [==============================] - 1s 22ms/step - loss: 0.0036\n",
            "Epoch 35/100\n",
            "39/39 [==============================] - 1s 24ms/step - loss: 0.0033\n",
            "Epoch 36/100\n",
            "39/39 [==============================] - 1s 20ms/step - loss: 0.0030\n",
            "Epoch 37/100\n",
            "39/39 [==============================] - 1s 20ms/step - loss: 0.0032\n",
            "Epoch 38/100\n",
            "39/39 [==============================] - 1s 25ms/step - loss: 0.0030\n",
            "Epoch 39/100\n",
            "39/39 [==============================] - 1s 25ms/step - loss: 0.0031\n",
            "Epoch 40/100\n",
            "39/39 [==============================] - 1s 23ms/step - loss: 0.0030\n",
            "Epoch 41/100\n",
            "39/39 [==============================] - 1s 20ms/step - loss: 0.0032\n",
            "Epoch 42/100\n",
            "39/39 [==============================] - 1s 25ms/step - loss: 0.0027\n",
            "Epoch 43/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0027\n",
            "Epoch 44/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0027\n",
            "Epoch 45/100\n",
            "39/39 [==============================] - 1s 19ms/step - loss: 0.0029\n",
            "Epoch 46/100\n",
            "39/39 [==============================] - 1s 24ms/step - loss: 0.0026\n",
            "Epoch 47/100\n",
            "39/39 [==============================] - 1s 23ms/step - loss: 0.0024\n",
            "Epoch 48/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0025\n",
            "Epoch 49/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0024\n",
            "Epoch 50/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0024\n",
            "Epoch 51/100\n",
            "39/39 [==============================] - 1s 19ms/step - loss: 0.0027\n",
            "Epoch 52/100\n",
            "39/39 [==============================] - 1s 21ms/step - loss: 0.0025\n",
            "Epoch 53/100\n",
            "39/39 [==============================] - 1s 19ms/step - loss: 0.0027\n",
            "Epoch 54/100\n",
            "39/39 [==============================] - 1s 19ms/step - loss: 0.0026\n",
            "Epoch 55/100\n",
            "39/39 [==============================] - 1s 21ms/step - loss: 0.0027\n",
            "Epoch 56/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0027\n",
            "Epoch 57/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0024\n",
            "Epoch 58/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0024\n",
            "Epoch 59/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0024\n",
            "Epoch 60/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0023\n",
            "Epoch 61/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0026\n",
            "Epoch 62/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0021\n",
            "Epoch 63/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0022\n",
            "Epoch 64/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0023\n",
            "Epoch 65/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0023\n",
            "Epoch 66/100\n",
            "39/39 [==============================] - 1s 17ms/step - loss: 0.0020\n",
            "Epoch 67/100\n",
            "39/39 [==============================] - 1s 19ms/step - loss: 0.0029\n",
            "Epoch 68/100\n",
            "39/39 [==============================] - 1s 25ms/step - loss: 0.0019\n",
            "Epoch 69/100\n",
            "39/39 [==============================] - 1s 20ms/step - loss: 0.0019\n",
            "Epoch 70/100\n",
            "39/39 [==============================] - 1s 19ms/step - loss: 0.0016\n",
            "Epoch 71/100\n",
            "39/39 [==============================] - 1s 20ms/step - loss: 0.0020\n",
            "Epoch 72/100\n",
            "39/39 [==============================] - 1s 21ms/step - loss: 0.0020\n",
            "Epoch 73/100\n",
            "39/39 [==============================] - 1s 24ms/step - loss: 0.0020\n",
            "Epoch 74/100\n",
            "39/39 [==============================] - 1s 20ms/step - loss: 0.0018\n",
            "Epoch 75/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0024\n",
            "Epoch 76/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0020\n",
            "Epoch 77/100\n",
            "39/39 [==============================] - 1s 17ms/step - loss: 0.0019\n",
            "Epoch 78/100\n",
            "39/39 [==============================] - 1s 19ms/step - loss: 0.0019\n",
            "Epoch 79/100\n",
            "39/39 [==============================] - 1s 19ms/step - loss: 0.0021\n",
            "Epoch 80/100\n",
            "39/39 [==============================] - 1s 23ms/step - loss: 0.0020\n",
            "Epoch 81/100\n",
            "39/39 [==============================] - 1s 20ms/step - loss: 0.0020\n",
            "Epoch 82/100\n",
            "39/39 [==============================] - 1s 19ms/step - loss: 0.0022\n",
            "Epoch 83/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0019\n",
            "Epoch 84/100\n",
            "39/39 [==============================] - 1s 19ms/step - loss: 0.0019\n",
            "Epoch 85/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0018\n",
            "Epoch 86/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0019\n",
            "Epoch 87/100\n",
            "39/39 [==============================] - 1s 19ms/step - loss: 0.0021\n",
            "Epoch 88/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0018\n",
            "Epoch 89/100\n",
            "39/39 [==============================] - 1s 19ms/step - loss: 0.0018\n",
            "Epoch 90/100\n",
            "39/39 [==============================] - 1s 21ms/step - loss: 0.0019\n",
            "Epoch 91/100\n",
            "39/39 [==============================] - 1s 24ms/step - loss: 0.0017\n",
            "Epoch 92/100\n",
            "39/39 [==============================] - 1s 20ms/step - loss: 0.0016\n",
            "Epoch 93/100\n",
            "39/39 [==============================] - 1s 19ms/step - loss: 0.0018\n",
            "Epoch 94/100\n",
            "39/39 [==============================] - 1s 21ms/step - loss: 0.0017\n",
            "Epoch 95/100\n",
            "39/39 [==============================] - 1s 18ms/step - loss: 0.0019\n",
            "Epoch 96/100\n",
            "39/39 [==============================] - 1s 20ms/step - loss: 0.0016\n",
            "Epoch 97/100\n",
            "39/39 [==============================] - 1s 24ms/step - loss: 0.0018\n",
            "Epoch 98/100\n",
            "39/39 [==============================] - 1s 19ms/step - loss: 0.0019\n",
            "Epoch 99/100\n",
            "39/39 [==============================] - 1s 20ms/step - loss: 0.0018\n",
            "Epoch 100/100\n",
            "39/39 [==============================] - 1s 21ms/step - loss: 0.0018\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<tensorflow.python.keras.callbacks.History at 0x7f82a722a908>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 57
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TRY9_pv03Riu"
      },
      "source": [
        "yp = regressor.predict(X_train)"
      ],
      "execution_count": 58,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SxMDNInB6D5k",
        "outputId": "1a9017cf-1012-46cf-b9c9-385f73a5465f"
      },
      "source": [
        "yp.shape"
      ],
      "execution_count": 59,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(1248, 1)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 59
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "U-6wFZKr6HiU",
        "outputId": "6546f578-75d1-4c04-8bce-6db74d740135"
      },
      "source": [
        "y_train.shape"
      ],
      "execution_count": 60,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(1248,)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 60
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lQqxkudT6NAc",
        "outputId": "08fef5ad-7512-4d2f-dcbc-70be4e6bc4de"
      },
      "source": [
        "xax = df_train.index[:-y]\r\n",
        "xax.shape"
      ],
      "execution_count": 64,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(1248,)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 64
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 368
        },
        "id": "L33NEBo3-FZJ",
        "outputId": "68abf655-7c45-4ba8-fa1d-7032829bf617"
      },
      "source": [
        "plt.figure(figsize=(12,4))\r\n",
        "plt.plot(xax,y_train)\r\n",
        "plt.plot(xax,yp)\r\n",
        "\r\n",
        "plt.legend(['Actual','LSTM Model'])\r\n",
        "plt.grid()"
      ],
      "execution_count": 69,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1200x400 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "y9qVhjXH-ziB"
      },
      "source": [
        "## Model Evaluation and Testing Phase."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pvuXZoGw-cZB"
      },
      "source": [
        "test = pd.read_csv('/content/Google_Stock_Price_Test.csv',index_col=0,parse_dates=True)"
      ],
      "execution_count": 70,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CSZC53pT_Fjw"
      },
      "source": [
        "V = test['Volume'].apply(turn_numeric)"
      ],
      "execution_count": 72,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ldc8OKXg_HTM"
      },
      "source": [
        "test['Volume'] = V "
      ],
      "execution_count": 73,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vNuej9eZ_YhL",
        "outputId": "8e2e712a-413f-4f45-fda0-90a5e1dfa5cf"
      },
      "source": [
        "test.info()"
      ],
      "execution_count": 75,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "DatetimeIndex: 20 entries, 2017-01-03 to 2017-01-31\n",
            "Data columns (total 5 columns):\n",
            " #   Column  Non-Null Count  Dtype  \n",
            "---  ------  --------------  -----  \n",
            " 0   Open    20 non-null     float64\n",
            " 1   High    20 non-null     float64\n",
            " 2   Low     20 non-null     float64\n",
            " 3   Close   20 non-null     float64\n",
            " 4   Volume  20 non-null     int64  \n",
            "dtypes: float64(4), int64(1)\n",
            "memory usage: 960.0 bytes\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FDq_evfE_Zrq"
      },
      "source": [
        "df_test_scaled = scaler.transform(test)"
      ],
      "execution_count": 76,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qbhcuHvE_o0c"
      },
      "source": [
        "df_test_scaled = pd.DataFrame(data=df_test_scaled,columns=test.columns)"
      ],
      "execution_count": 77,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 195
        },
        "id": "u1fKKx_8_vLl",
        "outputId": "48f9d17a-ad8d-4cbf-b843-423db7435a69"
      },
      "source": [
        "df_test_scaled.head()"
      ],
      "execution_count": 78,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Volume</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.929552</td>\n",
              "      <td>0.949484</td>\n",
              "      <td>0.944423</td>\n",
              "      <td>0.406461</td>\n",
              "      <td>0.066055</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.947318</td>\n",
              "      <td>0.952677</td>\n",
              "      <td>0.958365</td>\n",
              "      <td>0.407508</td>\n",
              "      <td>0.042655</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.943076</td>\n",
              "      <td>0.958541</td>\n",
              "      <td>0.961888</td>\n",
              "      <td>0.417320</td>\n",
              "      <td>0.053156</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.960153</td>\n",
              "      <td>0.983603</td>\n",
              "      <td>0.975489</td>\n",
              "      <td>0.434037</td>\n",
              "      <td>0.065370</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.980877</td>\n",
              "      <td>0.987469</td>\n",
              "      <td>0.995624</td>\n",
              "      <td>0.434726</td>\n",
              "      <td>0.050641</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "       Open      High       Low     Close    Volume\n",
              "0  0.929552  0.949484  0.944423  0.406461  0.066055\n",
              "1  0.947318  0.952677  0.958365  0.407508  0.042655\n",
              "2  0.943076  0.958541  0.961888  0.417320  0.053156\n",
              "3  0.960153  0.983603  0.975489  0.434037  0.065370\n",
              "4  0.980877  0.987469  0.995624  0.434726  0.050641"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 78
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "r6_kkYXM_-oR"
      },
      "source": [
        "# l is the look-up time and its value is 10 here. \r\n",
        "\r\n",
        "last_l_days = df_train_scaled.tail(window_length)"
      ],
      "execution_count": 79,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "p02G3je9_xUx"
      },
      "source": [
        "df_final_test = last_l_days.append(df_test_scaled,ignore_index=True)"
      ],
      "execution_count": 80,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mnPEdfqbAQYH"
      },
      "source": [
        "# df_final_test"
      ],
      "execution_count": 82,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0PqKb7o9ARjU"
      },
      "source": [
        "X_test , y_test = batcher(window_length,df_final_test)"
      ],
      "execution_count": 83,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cP_vKVCXAbZW",
        "outputId": "88a9a7b2-2026-4282-b528-b37453f33128"
      },
      "source": [
        "X_test.shape , y_test.shape"
      ],
      "execution_count": 85,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "((20, 10, 4), (20,))"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 85
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yg-2CBnKAgUx"
      },
      "source": [
        "yp_test_scaled = regressor.predict(X_test)"
      ],
      "execution_count": 86,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7niZoBcIAnZ-",
        "outputId": "c8b61280-042b-4b31-8007-ed0523728124"
      },
      "source": [
        "yp_test_scaled.shape"
      ],
      "execution_count": 87,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(20, 1)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 87
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2h5kMN23ApvR"
      },
      "source": [
        "xax_test = test.index"
      ],
      "execution_count": 89,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 408
        },
        "id": "bG851786Ax5e",
        "outputId": "ae67f61b-764b-4602-f12e-e4d8113bc4d6"
      },
      "source": [
        "plt.figure(figsize=(12,2))\r\n",
        "\r\n",
        "plt.figure(figsize=(12,4))\r\n",
        "plt.plot(xax,y_train)\r\n",
        "plt.plot(xax,yp)\r\n",
        "\r\n",
        "\r\n",
        "plt.grid()\r\n",
        "plt.plot(xax_test,y_test)\r\n",
        "plt.plot(xax_test,yp_test_scaled)\r\n",
        "\r\n",
        "plt.xlim(pd.to_datetime('01-01-2016'),pd.to_datetime('01-March-2017'))\r\n",
        "plt.ylim(0.6,1.1)"
      ],
      "execution_count": 109,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(0.6, 1.1)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 109
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x200 with 0 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1200x400 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "G6KaFn2UBK67"
      },
      "source": [
        "y_coef = scaler.scale_[0]"
      ],
      "execution_count": 112,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "feS7VFZaC0zi"
      },
      "source": [
        "yp_test_actual = yp_test_scaled/y_coef"
      ],
      "execution_count": 114,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iwCaQvWaC8-u"
      },
      "source": [
        "yp_train_actual = yp/y_coef"
      ],
      "execution_count": 115,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 412
        },
        "id": "eH1LpGYvDKbh",
        "outputId": "9486d080-1212-4119-ddf9-0eb2fef72f3f"
      },
      "source": [
        "plt.figure(figsize=(18,4))\r\n",
        "plt.scatter(xax[-200:],y_train[-200:]/y_coef , label='Actual Opening Stocks(Historical)',color='black',alpha=0.9)\r\n",
        "plt.plot(xax[-200:],yp_train_actual[-200:] , label= 'Stocks Predicted by Trained LSTM-Model',lw=3)\r\n",
        "\r\n",
        "# plt.axvspan(d1,d2,color='orange',alpha=0.35,label='History/Known Data')\r\n",
        "plt.scatter(xax_test,y_test/y_coef,label='Actual Opening Stocks(Unseen/Future)',color='black')\r\n",
        "plt.plot(xax_test,yp_test_actual,lw=5,color='brown',label= 'Stocks Forecasted by Trained LSTM-Model')\r\n",
        "\r\n",
        "\r\n",
        "d1 = pd.to_datetime('1-Mar-2016') ; d2 = pd.to_datetime('2016-12-15')\r\n",
        "d3 = pd.to_datetime('2017-01-03') ; d4 = pd.to_datetime('2017-01-31')\r\n",
        "\r\n",
        "\r\n",
        "plt.axvspan(d1,d2,color='orange',alpha=0.35,label='History/Known Data')\r\n",
        "plt.axvspan(d3,d4,color='green',alpha=0.2,label='Future/Forecasts')\r\n",
        "\r\n",
        "plt.title('Inputs : [High,Low,Close,Volume] of past 10 days   |   Output : Opening Stock Prices of the Next Day')\r\n",
        "plt.xlabel('Date')\r\n",
        "\r\n",
        "plt.ylabel('Opening Stocks')\r\n",
        "\r\n",
        "plt.ylim(400,540)\r\n",
        "plt.grid()\r\n",
        "plt.legend()"
      ],
      "execution_count": 161,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f829ae9c978>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 161
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 1800x400 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9qVnGtz7DNTT"
      },
      "source": [
        "# y_train"
      ],
      "execution_count": 136,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "l0M6NzgNDdeU"
      },
      "source": [
        "# xax\r\n"
      ],
      "execution_count": 162,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WzoOXW6wFfqG"
      },
      "source": [
        "# xax_test"
      ],
      "execution_count": 163,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8ph6_9cNFidk"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}